Renormalization is a mathematical technique used in quantum field theory and statistical mechanics to address infinities by redefining parameters, allowing for meaningful predictions at different scales. It systematically removes divergences by absorbing them into redefined quantities, ensuring that physical predictions remain finite and consistent across various scales of observation.